An anonymous reader quotes a report from 404 Media: Meta has filed a patent for a system that records your voice and surroundings all day, then uses an AI to analyse your mood. The patent's stated, theoretical goal is for Meta, a company that makes billions of dollars targeting ads at its users based on their data, is to sell users a wearable that tailors workouts for them based on whether they're happy or sad. Patentlyze first noticed the patent which was published on July 2 after Meta filed it back in December of 2025. The filing described an "apparatus" that surveilled a user and their surroundings constantly to craft a better workout. "The audible communications may be associated with contextual factors such as time of day, location, user activity, or digital interaction," the patent said. "The audible communications may be transcribed, and an emotional-state machine learning model may interpret verbal and nonverbal cues to determine emotional indicators."

According to the filing, Meta needs to know when a user laughs or sighs, where they are physically, and what objects they're surrounded by. It would even like to know when you've taken your meds. "The AI assistant may listen to a user(s) at predefined times to hear various types of communication, such as sighs, laughter, and/or the tone(s) of a voice(s)," the patent said. "The AI assistant may use these inputs to quantify the user's emotional state or generate other insights about the user [...] in another example, the AI assistant may take multiple inputs in in addition to audio inputs (e.g., of a user's voice) to provide a summary of emotional trends based on various inputs (e.g., a happier emotional state associated with a particular time of day or at a time when medication is taken, etc.)." The more data it has, the patent explains, the better it could understand a user's moods. "The system increases the precision and reliability of emotional inference by aligning multimodal sensor inputs on synchronized timelines, which creates a novel data structure that supports richer emotional analysis," it said. "These combined features deliver a technical improvement in automated audio interpretation, enabling continuous emotional monitoring on everyday devices."

The emotional-analyzing AI would need far more than just a user's words to determine moods over time. A longer description of the hypothetical training data for the AI included "attributes of thousands of objects" such as a user's books, personal messages, and newspapers. "In some examples, audible communications may include speech (e.g., voice data), sighs, laughter, or other nonverbal sounds associated with an expression(s), an emotion(s), or ideas. In some examples, the audible communications may include the tone(s) of a voice of a user while making the communication(s)," it said. All this data, Meta says, would be in service of tailoring better workouts. Humans, the patent explained, are simply not as good as a machine for this. "Personal trainers cannot provide the level of precision in guidance, such as correcting a pose and/or body movement," it said. "These challenges create a need for a practical approach that uses a single device to observe movement, recommend routines, and provide corrective guidance." "Like other companies, patents at Meta are often filed to disclose concepts that may or may not be implemented, and a granted patent does not guarantee that Meta has pursued or will pursue the technology described," the company said in a statement.

Read more of this story at Slashdot.

OpenAI has received approval from the Trump administration to publicly roll out GPT-5.6 after an earlier limited preview restricted access to government-approved organizations. The company also launched ChatGPT Work, a new GPT-5.6-powered agent that combines ChatGPT and Codex-style capabilities. "It can gather context from the apps, files, and workflows you choose and create finished materials such as documents, spreadsheets, presentations, and web apps," OpenAI wrote in a blog post, adding that a "unified plugins directory" allows ChatGPT to connect to tools like Slack, Gmail, Google Drive, calendars, and CRMs. The Verge reports: Mac and Windows users worldwide, including free ChatGPT users, should have immediate access to ChatGPT Work and GPT-5.6 via the ChatGPT desktop app. On mobile and the web, Pro, Enterprise, and Edu users will first get access, while Plus and Business users will receive access "over the next few days," OpenAI wrote, adding that the "rollout is starting globally and will continue gradually toward full availability over the next 24 hours."

[...] OpenAI is hoping that its new product, which is a direct competitor to Anthropic's Claude Cowork (combining its own Claude and Claude Code), will push it ahead in the race. OpenAI is especially banking on Sol, the most powerful of the GPT-5.6 model suite, to set "a new standard for intelligence and efficiency," particularly when it comes to coding, cybersecurity, and science, as well as computer use capabilities. The company is also marketing the model as a lower-cost alternative to competitors' most powerful models, amid complaints of an industry-wide money squeeze and AI lab costs being passed onto customers.

Read more of this story at Slashdot.

BrianFagioli writes: The Linux Foundation intends to launch the Open Health Stack Software Foundation, a new vendor-neutral home for the Google Open Health Stack project. Google is contributing the project code and assets while Google.org is providing a $3 million grant. The initiative is also backed by Microsoft, Anthropic, and the World Health Organization, with the goal of building open source, AI-ready digital health infrastructure. Will moving the project under Linux Foundation governance accelerate adoption, or is this simply another foundation that most developers will never interact with? The new project will focus on core HL7 FHIR technologies for healthcare interoperability, the Open Health Stack Player deployment toolkit, and AI Commons -- a model-agnostic healthcare AI initiative being co-developed with the World Health Organization.

A notable part of the announcement is its planned Implementer Program, which aims to give startups, small businesses, and local developers in low- and middle-income countries a formal role in governance. In other words, the effort is not just about building healthcare software standards, but about making sure the people implementing them in underserved markets help shape the project too.

Read more of this story at Slashdot.

Thomas Hawk posted a photo:

date stamped on slide June 1970

Thomas Hawk posted a photo:

Thomas Hawk posted a photo:

date stamped on back of photograph January 2000

Thomas Hawk posted a photo:

date stamped on slide August 1966

Thomas Hawk posted a photo:

date stamped on slide July 1964 -- probably Cypress Gardens

BertvB posted a photo:

An intimate wildlife portrait capturing a heartwarming interaction between an adult female Great Spotted Woodpecker (Dendrocopos major) and her fledgling.

Greg Adams Photography posted a photo:

Thomas Hawk posted a photo:

Thomas Hawk posted a photo:

Thomas Hawk posted a photo:

handwritten on negative envelope, "Jr. High Camp, Aug 17-23, 1958". handwritten on back of photograph, "Camp Ceder Crest, August 23, 1958, L to R. Kathleen Garrislimo, Linda Kelly, Sandra Orchard, Eileen MacArthur, Louise Quade (counselor) Sharson Telecke, Pat Sparks, Barbara Rogers, Sandra Horn"

Thomas Hawk posted a photo:

Thomas Hawk posted a photo:

For a structure that was completed nearly 90 years ago, San Francisco’s Golden Gate Bridge possesses a kind of timeless modernity. It’s been the subject of countless photographs, often seen in the background from Baker Beach or from the overlook in Marin County. Its towers rise 500 feet from the roadway, but we typically can only see the structures from that level. For photographer Marcin Zając, a drone’s-eye view revealed a unique perspective of this iconic landmark.

Zając’s image is one of 101 finalists in the 2026 International Aerial Photographer of the Year, marking the second year of the competition. Photographers around the world submitted nearly 1,600 entries, with the top honor awarded to Azim Khan Ronnie, who draws on his background in journalism to capture human activities like fishing and harvesting crops.

Photographs considered for the competition range from drone views to shots taken from airplanes or the tops of buildings. Subject matter ranges from erupting volcanoes and geological phenomena to architecture and cultural events. See the top 101 photos on the contest’s website.

Do stories and artists like this matter to you? Become a Colossal Member today and support independent arts publishing for as little as $7 per month. The article International Aerial Photographer of the Year Contest Highlights the World from Above appeared first on Colossal.

A US county reportedly paid $1 million to Kairos, an extortion gang that claimed to have stolen more than 2 TB of data, but the county never received independently verifiable proof that the stolen files had been deleted - just the criminals' promise. This means the county’s stolen files may turn up for sale on a dark web forum, and the same (or another) crime crew could again demand an extortion payment to not leak the data. It’s also a reminder that, despite the feds urging victims not to pay cybercriminals, sometimes coughing up the ransom demand seems to be the lesser of evils. The alleged incident played out in May and June 2025, according to a case study by threat-intel researcher Rakesh Krishnan on Ransom-ISAC, a global knowledge-sharing platform for defenders and incident responders. Krishnan based his report on a leaked transcript of the negotiations between the county and Kairos, along with attacker-provided artifacts and screenshots, and payment-tracing evidence on the blockchain. It doesn’t name the ransomware negotiator, citing privacy concerns, nor does it identify the victim, describing it as a US government entity. Communications between the attackers and the public agency, however, suggest it’s a US county, including this one following the attackers’ initial $3 million demand: “We have reviewed the situation with our leadership and financial teams. As a small county with very limited resources, we simply do not have the ability to meet the amount you have proposed. That said, we understand the seriousness of the matter and want to work toward a resolution. The most we have been able to identify at this time is $100,000. We respectfully ask that you consider this offer.” Additionally, one of the allegedly stolen documents, "Media Release - Motorcycle Crash Claims the Life of Dublin Resident 9-10-2020.pdf," indicates that there’s a city of Dublin inside the county’s boundaries. It’s worth noting that the city of Dublin, Ohio, spans four counties in that state: Union, Franklin, Delaware, and Madison. And last fall, Union County, Ohio disclosed a May 2025 “ransomware attack that involved unauthorized access to and acquisition of protected personal information held by the County.” According to the cyber-incident notice, the intruders accessed Union County networks from May 6, 2025 through May 18, 2025 and stole data including people’s names, Social Security numbers, driver’s license/state identification card numbers, financial account information, dates of birth, fingerprint information, medical information, payment card information, and passport numbers. The disclosure doesn’t say anything about paying a $1 million ransom, nor does it name the attacker. The Register reached out to county officials and law enforcement and asked if Union County is the government entity described in the Ransom-ISAC report. We will update this story if we receive any response. The FBI declined to comment. We should also note that there’s no indication this was a ransomware attack, as the attackers didn’t claim to encrypt any data or provide a decryptor in exchange for payment. Plus, as Krishnan says, security researchers have not obtained, or linked to Kairos, any ransomware sample, encryptor, or locker binary. What we do know, based on the transcript and Kairos’ data-leak site, is that the miscreants claimed to steal more than 2TB of data, totaling about 1.6 million files. 'You are wasting our time with such offers' After listing the victim county on their name-and-shame blog, Kairos demanded $3 million. “We will give you the full list of files we have and give you some time to study it,” the crims told the victim. “You can choose up to 10 files from this list and we will send them to you. In order to prevent the publication of data you need to pay 3000000$.” According to the transcript, county officials reviewed the files during the last week of May 2025, and made the first counteroffer of $100,000 on June 4, 2025. Kairos responded: “You are wasting our time with such offers.We cant accept it.Your files will be a great advertisement on our site and we understand what terrible consequences will await you. You cant hide the data leak.You have two more days to make us a favorable offer.” Two days later, the county increased its offer to $255,000. Kairos reduced its demand to $2 million, and on June 9, 2025, the county proposed paying $430,000. “As a small county and limited resources, we are doing our best to navigate this within what is financially feasible for us,” the leaked negotiations say. “That said, we are committed to finding a resolution and have taken steps internally to increase our offer to $430,000. This reflects a sincere attempt to make progress despite our constraints. We ask that you consider this proposal as part of a continued effort to resolve the matter in a constructive and timely manner.” That same day, both parties settled on $1 million, Kairos provided a Bitcoin payment wallet and the county requested a few deliverables in exchange for the payment: “Please confirm for $1,000,000 you will provide us with: proof of deletion, a complete list of all files taken, and tell us how you got in.” Kairos claimed to have gained initial access by bruteforcing their way into the network, shared an RAR file that they claimed provided “proof of deletion of all downloaded files,” and a promise: “We also guarantee that we will not share the downloaded data with third parties, and we also guarantee that we will not attack you again.” However, as Krishnan notes, “the transcript does not show a technical mechanism by which deletion could be independently verified, which remains a fundamental limitation in ransom-payment scenarios.” To pay, or not to pay? It’s also one of the reasons why both the FBI and US Cybersecurity and Infrastructure Agency urge victims not to pay criminals. “Paying a ransom doesn’t guarantee you or your organization will get any data back,” according to the FBI. “It also encourages perpetrators to target more victims and offers an incentive for others to get involved in this type of illegal activity.” While there is no outright ransom-payment ban at the US federal government level, two states - North Carolina and Florida - explicitly prohibit public agencies from paying extortion demands, and others have proposed similar legislation. The Register has discussed the topic of a ransomware-payment ban with many experts over the years, and while they mostly agree that the only way to eliminate attacks is to cut off the financial incentive for the criminals, they also typically say a total payment ban won’t work. “Complex problems are rarely solved with binary solutions, and ransomware is no different,” Sezaneh Seymour, VP and head of regulatory risk and policy at Coalition, told us in an earlier interview. “A payment ban will backfire because it doesn't address the root cause of our national problem: widespread digital insecurity.” ®

No surprise here. A study from AI detection platform Pangram suggests that social media posts are teeming with AI-generated slop, particularly if the posts are long and especially if they live on LinkedIn or X. If you’re sick of reading non-human prose, we’d recommend getting off the platforms altogether. Along with offering your typical AI-content detection services, Pangram released a Chrome extension at the end of April that, with a $20/month subscription, will automatically scan a user’s LinkedIn, Medium, Substack, X, and Reddit feeds to check for AI-generated or assisted content. With more than one million posts analyzed from users who opted in to share data through the extension since its launch, Pangram has concluded that, while AI slop is flooding social media, it’s hitting longform content particularly hard. With longform content defined in its study as any post over 250 words, Pangram found that a full 25 percent of such posts across all the platforms it studies were fully AI-generated. Fully, mind you, meaning that doesn’t include posts in which users got the assistance of an LLM to gussy up their bland prose. That average across platforms was hardly evenly distributed, though. Leading the way was LinkedIn, where 41 percent of longform content was fingered by Pangram as being AI-generated. That’s likely unsurprising to anyone who's ever bothered to read a lengthy professional diatribe from the Microsoft-owned slop shop, or for El Reg readers - a prior story we reported on in late 2024 from AI detection outfit Originality.ai found that 54 percent of LinkedIn longforms were AI-generated. Originality’s definition of Longform was a bit looser, however, with anything over 100 words counting in its analysis. Per Pangram, shortform content on LinkedIn isn’t much more likely to be human authored - they found 30 percent of posts between 50 and 250 words were fully written by AI. For LinkedIn thought slop leaders, it’s generally all or nothing when it comes to using AI to write posts, with a mere 4.3 percent of longform content written with AI assistance. On the other hand, only 55.2 percent of longform posts on the platform, Pangram concluded, are actually written by humans. While LinkedIn may take the cake in terms of the volume of full-slop longform posts, Elon’s X has it beat when adding partially-written AI garbage into the mix, but not by much, honestly. A quarter of posts on X are fully AI authored, and an additional 23.2 percent are believed to be written with AI help. That leaves 52.7 percent of Twitter posts attributed to humans. In effect, you’re roughly batting .500 on either site. Pangram found that Medium isn’t that much better, with roughly one in three posts likely to have been written by, or with the aid of, an AI. Substack was far and away the least likely place to find AI slop in disguise, but even then, nearly a quarter (21.9 percent) of posts analyzed by the Chrome extension were written by or with AI. Reddit is a slightly more complicated situation, with comments on posts making up a large portion of Reddit content. According to Pangram, 11.6 percent of Reddit posts are AI authored or assisted; 98.1 percent of comments were found to be human authored, and the sheer quantity of comments vs. top-level posts meant that Reddit appears to be the place to go if you want to avoid an intrusion of AI thinking. All said, Pangram concluded from its data that AI writing is flooding social media, just like it’s flooding websites and basically everywhere else online. “An internet that is completely flooded with undisclosed AI content is bleak, but we don't believe it's inevitable,” Pangram CEO Max Spero said of his company’s findings in the report. Pangram believes letting internet users know what’s been AI-generated so they can ignore it is a solution to the problem, but you’ll have to pay $20/month if you want the Chrome extension to provide that service. It’s still usable without paying, but content has to be manually input, and the daily limit is just 4,000 words. In other words, unless you want to pony up and see who’s bullshitting you on social media, you’ll have to just assume everyone is. Like we suggested up top, maybe it’s time to disconnect from those feeds entirely. ®

Frankrijk is na een 2-0 overwinning op Marokko de eerste halvefinalist van dit WK voetbal. De goals in het Gillette Stadium van Boston werden gemaakt door Kylian Mbappé en…

Volgens de Onderwijsinspectie schiet het islamitische Cornelius Haga Lyceum in Amsterdam ernstig tekort in de kwaliteit van het onderwijs. Inmiddels is de situatie op de school volgens de staatssecretaris zo slecht, dat het ministerie kan besluiten de financiering stop te zetten.